The old swing set still stood in the park, a monument to a shared childhood. Daniel stood there, watching Leo across the way. He had found Leo, after searching for years. Now, he stood awkwardly, afraid. He had been planning this moment for weeks. He took a deep breath.

"Leo?" he called out, his voice hesitant. Leo turned, a look of mild surprise on his face. "Do I know you?" Daniel felt the blood drain from his face. All the effort, the anticipation, the longing, felt utterly pointless. He felt adrift. He had always felt like he was falling, and now he was truly falling, and there was no one to catch him.

Emotion: dependent

Cluster: Shame / Guilt
PC1 (Valence): -1.05 Negative
PC2 (Disposition): 0.69

Role in Research

This story is one of 1,000 stories generated for the emotion dependent. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 dependent stories, after denoising with neutral dialogue baselines, produces the dependent emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the dependent vector is projected through the unembedding matrix.

Promoted:
de0.489
缺乏0.395
even0.310
either0.301
'0.297
Suppressed:
笑道-0.309
不久-0.293
一脸-0.263
затем-0.263
庆祝-0.258